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Jing Sui

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Book Open access Aug 2026

An Adaptive Tabular-guided Layerwise Alignment and Synthesis Network for Multimodal Neuroimaging and Clinical Phenotype Fusion

An adaptive layerwise alignment module that progressively aligns and fuses features from imaging branches through attention-driven interactions at multiple network layers, enabling continuous and sufficient cross-modality information exchange and a tabular-adaptive parameterization module that incorporates structured c...

Chuang Liang, Tülay Adalı, Jing Sui et al. · 0 citations
Book Open access Aug 2026

BrainNetGFM: A Graph-Based Foundation Model for Brain Network Construction Integrating Individualized Geometry and Joint Self-Supervised Learning

This work presents BrainNetGFM, a novel graph-based foundation model for brain network construction that integrates individualized geometry with joint self-supervised learning, pre-trained on a massive dataset of 44,476 samples and proposes a joint self-supervised learning framework that synergizes generative and contr...

Chunzhi Zhao, Tülay Adalı, Jing Sui et al. · 0 citations

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